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We study calibrated pushback using 12 public plan families and 48 labelled scenarios. Each scenario asks for an ordered decision, a rationale, and an alternative when pushing back. We report local scripted controls and a clearly simulated compliance-bias sweep with global control layers. The label-informed control reaches the scoring ceiling; constant policies do not. A harm-rank shortcut misses labels, while a simulated pushback floor trades lower under-response for higher over-response. These experiments validate score behavior on the released tasks, not deployed model safety. We provide generated data, uncertainty intervals, repeated traces, and a reproducible paper. No learned model or human participant is evaluated.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"xml":"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","url":"https://zenodo.org/doi/10.5281/zenodo.23752431","contentUrl":null,"metadataVersion":2,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"viewsOverTime":[],"downloadCount":0,"downloadsOverTime":[],"referenceCount":0,"citationCount":0,"citationsOverTime":[],"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":1,"created":"2026-10-29T03:17:41.000Z","registered":"2026-10-29T03:17:42.000Z","published":"2026","updated":"2026-11-07T05:40:00.000Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}},"provider":{"data":{"id":"cern","type":"providers"}},"media":{"data":{"id":"10.5281/zenodo.23752431","type":"media"}},"references":{"data":[]},"citations":{"data":[]},"parts":{"data":[]},"partOf":{"data":[]},"versions":{"data":[]},"versionOf":{"data":[{"id":"10.5281/zenodo.23752430","type":"dois"}]}}}}